Smart City Gnosys

Smart city article details

Title	Real-Time License Plate Identification Of Moving Vehicles Using Deep Learning
ID_Doc	44388
Authors	Nerkar N.S.; Walunj P.M.; Tank R.K.; Pandit R.A.; Kolhe S.
Year	2023
Published	Innovation and Emerging Technologies, 10
DOI	http://dx.doi.org/10.1142/S273759942340011X
Abstract	As the population in India keeps growing day by day, so does the traffic. At present, the backbone of the toll booth in India is the FASTag, which requires that the vehicles come to a complete halt. This results in clogging of traffic, which wastes both time and fuel. The growth of smart cities and smart transportation systems has led to the growing need of sustainable automatic license plate recognition systems. It is crucial that a system not only accurately identify the number plates, but also perform at high speeds to not disrupt the flow of traffic. This article presents an approach through Deep Learning techniques like Object Detection and Optical Character Recognition, which are purveyors of both speed and accuracy. The proposed License Plate Identification system is an end-to-end solution that works on moving vehicles in real time. The system has been tested thoroughly and the findings indicate that the pipeline can accurately predict the number plates of vehicles traveling at speeds of 35-40km/h. Further testing will be conducted for deployment on edge devices and GPUs. © 2023 World Scientific Publishing C.
Author Keywords	Deep Learning; Object Detection; Optical Character Recognition; YOLOv5

Similar Articles

Id	Similarity	Authors	Title	Published
13389	0.923	Kushwaha M.K.; Suseela G.	Car Number Plate Detection Using Deep Learning	2022 International Conference on Data Science, Agents and Artificial Intelligence, ICDSAAI 2022 (2022)
2295	0.908	Lu H.	A License Plate Recognition System Based On Cnn Neural Network	IET Conference Proceedings, 2024, 19 (2024)
10435	0.902	Martínez H.D.E.; Insuasti J.	Artificial Intelligence And Vehicle License Plate Recognition: A Literature Review	Edelweiss Applied Science and Technology, 9, 2 (2025)
44452	0.901	Dahir U.M.; Hashi A.O.; Romo Rodriguez O.E.; Abdirahman A.A.; Elmi M.A.	Real-Time Somali License Plate Recognition Using Deep Learning Model	International Journal of Engineering Trends and Technology, 72, 9 (2024)
7825	0.9	Swati; Kawa S.D.; Kamble S.; Desai D.; Karelia P.H.; Engineer P.	An Efficient Deep Learning Based License Plate Recognition For Smart Cities	Electronic Letters on Computer Vision and Image Analysis, 23, 2 (2024)
10263	0.899	Alkawsi G.; Baashar Y.; Alkahtani A.A.; Kiong T.S.; Habeeb D.; Aliubari A.	Arabic Vehicle Licence Plate Recognition Using Deep Learning Methods: Review	Proceedings - 2021 11th IEEE International Conference on Control System, Computing and Engineering, ICCSCE 2021 (2021)
51505	0.899	Nidhya R.; Kalpana R.; Sudhakar R.; Maranco M.; Smilarubavathy G.	Smart System For Vechicle Number Plate Recognition Using Convolutional Neural Network(Cnn)	2023 1st International Conference on Optimization Techniques for Learning, ICOTL 2023 - Proceedings (2023)
59210	0.898	Lin C.-H.; Sie Y.-S.	Two-Stage License Plate Recognition System Using Deep Learning	Proceedings of the 2019 8th International Conference on Innovation, Communication and Engineering, ICICE 2019 (2019)
11398	0.896	Thumthong W.; Meesad P.	Automatic Vehicle License Plate Detection From Security Cameras Using Deep Learning Techniques	5th Research, Invention, and Innovation Congress: Innovative Electricals and Electronics, RI2C 2024 - Proceedings (2024)
41159	0.888	Laoula E.M.B.; Malki M.C.-E.; Youssfi M.; Bouattane O.	Overview Of License Plate Detection Approaches Based On Iot And Ai Models	Lecture Notes in Networks and Systems, 887 LNNS (2024)